Skip to Main Content
TensorFlow: Powerful Predictive Analytics with TensorFlow
book

TensorFlow: Powerful Predictive Analytics with TensorFlow

by Md. Rezaul Karim
March 2018
Intermediate to advanced content levelIntermediate to advanced
164 pages
3h 39m
English
Packt Publishing
Content preview from TensorFlow: Powerful Predictive Analytics with TensorFlow

Chapter 3. Clustering Your Data – Unsupervised Learning for Predictive Analytics

In this lesson, we will dig deeper into predictive analytics and find out how we can take advantage of it to cluster records belonging to a certain group or class for a dataset of unsupervised observations. We will provide some practical examples of unsupervised learning; in particular, clustering techniques using TensorFlow will be discussed with some hands-on examples.

The following topics will be covered in this lesson:

  • Unsupervised learning and clustering
  • Using K-means for predicting neighborhood
  • Using K-means for clustering audio files
  • Using unsupervised k-nearest neighborhood (kNN) for predicting nearest neighbors

Unsupervised Learning and Clustering

In this section, ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Start your free trial

You might also like

TensorFlow Machine Learning Projects

TensorFlow Machine Learning Projects

Ankit Jain, Dr. Amita Kapoor
Machine Learning Using TensorFlow Cookbook

Machine Learning Using TensorFlow Cookbook

Alexia Audevart, Konrad Banachewicz, Luca Massaron

Publisher Resources

ISBN: 9781789136913Supplemental Content